{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import roc_curve, auc, roc_auc_score\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_roc(y_test, arg_name, label_proba):\n",
    "    lw = 2\n",
    "    plt.figure(figsize=(8,8))\n",
    "    plt.grid()\n",
    "    # plt.plot([6.42260758e-04, 1], [0, 1], color='navy', lw=lw, linestyle='--')\n",
    "    plt.xlabel('False Positive Rate')\n",
    "    plt.ylabel('True Positive Rate')\n",
    "    marker = ['p','P','v','x','^','<','>','1','2','3','4']\n",
    "\n",
    "    for data in zip(arg_name, label_proba, marker):\n",
    "        y_score = data[1][:,1]\n",
    "        fpr,tpr,threshold = roc_curve(y_test, y_score,pos_label=1)\n",
    "        roc_auc = auc(fpr,tpr)\n",
    "        plt.plot(fpr, tpr, lw=lw, label='ROC curve of %s' % (data[0]),marker=data[2])\n",
    "\n",
    "    plt.semilogx(base=10)      \n",
    "    # plt.semilogy(base=10)\n",
    "    plt.legend(loc=\"lower right\")\n",
    "    plt.show()\n",
    "\n",
    "arg_name = []\n",
    "label_proba = []\n",
    "accuracy = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>domain_token_count</th>\n",
       "      <th>tld</th>\n",
       "      <th>urlLen</th>\n",
       "      <th>domainlength</th>\n",
       "      <th>fileNameLen</th>\n",
       "      <th>pathurlRatio</th>\n",
       "      <th>NumberofDotsinURL</th>\n",
       "      <th>Query_DigitCount</th>\n",
       "      <th>LongestPathTokenLength</th>\n",
       "      <th>delimeter_Domain</th>\n",
       "      <th>delimeter_path</th>\n",
       "      <th>SymbolCount_Domain</th>\n",
       "      <th>Entropy_Domain</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.23810</td>\n",
       "      <td>18.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.61232</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.35678</td>\n",
       "      <td>15.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.63250</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.35678</td>\n",
       "      <td>15.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.63250</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.01136</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.65863</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.27473</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.70460</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>15362</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.84211</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.68466</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15363</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.83636</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.68466</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15364</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.81633</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.67753</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15365</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.67857</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.66482</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15366</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.72881</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64948</td>\n",
       "      <td>phishing</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15367 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       domain_token_count   tld  urlLen  domainlength  fileNameLen  \\\n",
       "0                    19.0  19.0   168.0         121.0          2.0   \n",
       "1                    15.0  15.0   199.0         121.0          5.0   \n",
       "2                    15.0  15.0   199.0         121.0          5.0   \n",
       "3                    14.0  14.0    88.0          80.0          2.0   \n",
       "4                    13.0  13.0   182.0         125.0          5.0   \n",
       "...                   ...   ...     ...           ...          ...   \n",
       "15362                 2.0   2.0   114.0          11.0          2.0   \n",
       "15363                 2.0   2.0   110.0          11.0          2.0   \n",
       "15364                 2.0   2.0   147.0          20.0          5.0   \n",
       "15365                 2.0   2.0    56.0          11.0          2.0   \n",
       "15366                 2.0   2.0    59.0           9.0         18.0   \n",
       "\n",
       "       pathurlRatio  NumberofDotsinURL  Query_DigitCount  \\\n",
       "0           0.23810               18.0              -1.0   \n",
       "1           0.35678               15.0              -1.0   \n",
       "2           0.35678               15.0              -1.0   \n",
       "3           0.01136               13.0              -1.0   \n",
       "4           0.27473               13.0              -1.0   \n",
       "...             ...                ...               ...   \n",
       "15362       0.84211                1.0              -1.0   \n",
       "15363       0.83636                1.0              -1.0   \n",
       "15364       0.81633                4.0              -1.0   \n",
       "15365       0.67857                1.0              -1.0   \n",
       "15366       0.72881                2.0              -1.0   \n",
       "\n",
       "       LongestPathTokenLength  delimeter_Domain  delimeter_path  \\\n",
       "0                        32.0               1.0             0.0   \n",
       "1                        32.0               0.0             3.0   \n",
       "2                        32.0               0.0             3.0   \n",
       "3                         0.0               0.0             0.0   \n",
       "4                         7.0               0.0             1.0   \n",
       "...                       ...               ...             ...   \n",
       "15362                    40.0               0.0             0.0   \n",
       "15363                    36.0               0.0             0.0   \n",
       "15364                    22.0               0.0            10.0   \n",
       "15365                    12.0               0.0             1.0   \n",
       "15366                    18.0               0.0             3.0   \n",
       "\n",
       "       SymbolCount_Domain  Entropy_Domain     class  \n",
       "0                    18.0         0.61232  phishing  \n",
       "1                    14.0         0.63250  phishing  \n",
       "2                    14.0         0.63250  phishing  \n",
       "3                    13.0         0.65863  phishing  \n",
       "4                    12.0         0.70460  phishing  \n",
       "...                   ...             ...       ...  \n",
       "15362                 1.0         0.68466  phishing  \n",
       "15363                 1.0         0.68466  phishing  \n",
       "15364                 1.0         0.67753  phishing  \n",
       "15365                 1.0         0.66482  phishing  \n",
       "15366                 1.0         0.64948  phishing  \n",
       "\n",
       "[15367 rows x 14 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('Data/Phishing_BestFirst.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    7781\n",
       "1    7586\n",
       "Name: class, dtype: int64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[data['class']=='benign','class'] = 0\n",
    "data.loc[data['class']=='phishing','class'] = 1\n",
    "data = data.fillna(data.mean())\n",
    "data['class'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = data.pop('class')\n",
    "X = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>domain_token_count</th>\n",
       "      <th>tld</th>\n",
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       "      <th>3980</th>\n",
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       "      <th>3272</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.62857</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.81719</td>\n",
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       "      <th>11468</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>13.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.73913</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.94744</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.71015</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.91685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8915</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.91685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11055</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.72727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.88744</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12293 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       domain_token_count  tld  urlLen  domainlength  fileNameLen  \\\n",
       "4043                  3.0  3.0   113.0          14.0          2.0   \n",
       "8788                  2.0  2.0    40.0          13.0          9.0   \n",
       "6189                  2.0  2.0   115.0          11.0          2.0   \n",
       "3980                  3.0  3.0    61.0          16.0         27.0   \n",
       "3272                  3.0  3.0    70.0          19.0          2.0   \n",
       "...                   ...  ...     ...           ...          ...   \n",
       "11468                 2.0  2.0    83.0          13.0         49.0   \n",
       "7221                  2.0  2.0    69.0          11.0         39.0   \n",
       "1318                  3.0  3.0    69.0          13.0         25.0   \n",
       "8915                  2.0  2.0    40.0          13.0          9.0   \n",
       "11055                 2.0  2.0    77.0          14.0          2.0   \n",
       "\n",
       "       pathurlRatio  NumberofDotsinURL  Query_DigitCount  \\\n",
       "4043        0.81416                3.0              -1.0   \n",
       "8788        0.50000                2.0              -1.0   \n",
       "6189        0.84348                1.0              -1.0   \n",
       "3980        0.62295                3.0              -1.0   \n",
       "3272        0.62857               10.0              -1.0   \n",
       "...             ...                ...               ...   \n",
       "11468       0.75904                2.0              -1.0   \n",
       "7221        0.73913                2.0              -1.0   \n",
       "1318        0.71015                5.0              -1.0   \n",
       "8915        0.50000                2.0              -1.0   \n",
       "11055       0.72727                1.0              -1.0   \n",
       "\n",
       "       LongestPathTokenLength  delimeter_Domain  delimeter_path  \\\n",
       "4043                     32.0               0.0             6.0   \n",
       "8788                      9.0               0.0             1.0   \n",
       "6189                     82.0               0.0            10.0   \n",
       "3980                     27.0               0.0             3.0   \n",
       "3272                     32.0               1.0             1.0   \n",
       "...                       ...               ...             ...   \n",
       "11468                    49.0               0.0            11.0   \n",
       "7221                     39.0               0.0             2.0   \n",
       "1318                     13.0               0.0             4.0   \n",
       "8915                      9.0               0.0             1.0   \n",
       "11055                    33.0               0.0             3.0   \n",
       "\n",
       "       SymbolCount_Domain  Entropy_Domain  \n",
       "4043                  2.0         0.79823  \n",
       "8788                  1.0         0.91685  \n",
       "6189                  1.0         1.00000  \n",
       "3980                  2.0         0.80071  \n",
       "3272                  2.0         0.81719  \n",
       "...                   ...             ...  \n",
       "11468                 1.0         0.87528  \n",
       "7221                  1.0         0.94744  \n",
       "1318                  2.0         0.91685  \n",
       "8915                  1.0         0.91685  \n",
       "11055                 1.0         0.88744  \n",
       "\n",
       "[12293 rows x 13 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1234)\n",
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9853610930383865\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier()\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_1 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_1)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_1))\n",
    "label_proba_RF_1 = model.predict_proba(X_test)\n",
    "arg_name.append('param_1')\n",
    "label_proba.append(label_proba_RF_1)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9726740403383214\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=5,max_depth=10,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_2 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_2)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_2))\n",
    "label_proba_RF_2 = model.predict_proba(X_test)\n",
    "arg_name.append('param_2')\n",
    "label_proba.append(label_proba_RF_2)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9749512036434613\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=10,max_depth=10,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_3 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_3)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_3))\n",
    "label_proba_RF_3 = model.predict_proba(X_test)\n",
    "arg_name.append('param_3')\n",
    "label_proba.append(label_proba_RF_3)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9772283669486012\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=50,max_depth=10,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_4 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_4)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_4))\n",
    "label_proba_RF_4 = model.predict_proba(X_test)\n",
    "arg_name.append('param_4')\n",
    "label_proba.append(label_proba_RF_4)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9785296031229668\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=60,max_depth=10,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_5 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_5)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_5))\n",
    "label_proba_RF_5 = model.predict_proba(X_test)\n",
    "arg_name.append('param_5')\n",
    "label_proba.append(label_proba_RF_5)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9486011711125569\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=60,max_depth=5,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_6 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_6)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_6))\n",
    "label_proba_RF_6 = model.predict_proba(X_test)\n",
    "arg_name.append('param_6')\n",
    "label_proba.append(label_proba_RF_6)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9847104749512037\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=60,max_depth=50,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_7 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_7)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_7))\n",
    "label_proba_RF_7 = model.predict_proba(X_test)\n",
    "arg_name.append('param_7')\n",
    "label_proba.append(label_proba_RF_7)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9840598568640209\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=50,max_depth=60,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_8 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_8)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_8))\n",
    "label_proba_RF_8 = model.predict_proba(X_test)\n",
    "arg_name.append('param_8')\n",
    "label_proba.append(label_proba_RF_8)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score:0.9853610930383865\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=50,max_depth=40,min_samples_split=2,min_samples_leaf=1)\n",
    "model.fit(X_train, y_train)\n",
    "label_predict_RF_9 = model.predict(X_test)\n",
    "print(\"accuracy score:\"+str(accuracy_score(y_test, label_predict_RF_9)))\n",
    "accuracy.append(accuracy_score(y_test, label_predict_RF_9))\n",
    "label_proba_RF_9 = model.predict_proba(X_test)\n",
    "arg_name.append('param_9')\n",
    "label_proba.append(label_proba_RF_9)\n",
    "plot_roc(y_test=y_test, label_proba=label_proba,arg_name=arg_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The max accuracy is 0.9853610930383865, the index is 0.\n"
     ]
    }
   ],
   "source": [
    "max_acc = max(accuracy)\n",
    "max_index = accuracy.index(max_acc)\n",
    "print(f\"The max accuracy is {max_acc}, the index is {max_index}.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "20bebc860e821dfc8c3402aa900049950a23cadb8eca4814f2eb319ccf2768b5"
  },
  "kernelspec": {
   "display_name": "Python 3.8.11 64-bit ('ml-networking': conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
